{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Parsing Locobot Dataset using cocoapi\n",
    "* Install [pycocoapi](https://github.com/cocodataset/cocoapi)\n",
    "* Download [locobot images dataset](https://www.dropbox.com/sh/f5jcs8pbuax9jgc/AAATpjE3MpiKZe1T7zML9iima?dl=0) and assign its path to the variable `images_folder`.\n",
    "* Download [annotations file](https://www.dropbox.com/s/020boxvshpowngi/ny_coco_annotations.json?dl=0) and assign its path to the variable `annoation_file`.\n",
    "* Run the notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading annotations into memory...\n",
      "Done (t=0.13s)\n",
      "creating index...\n",
      "index created!\n"
     ]
    }
   ],
   "source": [
    "from pycocotools.coco import COCO\n",
    "import skimage.io as io\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import random\n",
    "matplotlib.rcParams['figure.figsize'] = (20.0, 10.0)\n",
    "\n",
    "annotation_file = 'habitat_sem_annot2.json'\n",
    "images_folder = '/home/locobotm/AVD/habitat_data_with_seg/rgb'\n",
    "\n",
    "# Load COCO annotations\n",
    "coco = COCO(annotation_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "COCO categories: \n",
      "backpack base-cabinet basket bathtub beam beanbag bed bench bike bin blanket blinds book bottle box bowl camera cabinet candle chair chopping-board clock cloth clothing coaster comforter computer-keyboard cup cushion curtain ceiling cooktop countertop desk desk-organizer desktop-computer door exercise-ball faucet floor handbag hair-dryer handrail indoor-plant knife-block kitchen-utensil lamp laptop major-appliance mat microwave monitor mouse nightstand pan panel paper-towel phone picture pillar pillow pipe plant-stand plate pot rack refrigerator remote-control scarf sculpture shelf shoe shower-stall sink small-appliance sofa stair stool switch table table-runner tablet tissue-paper toilet toothbrush towel tv-screen tv-stand umbrella utensil-holder vase vent wall wall-cabinet wall-plug wardrobe window rug logo bag set-of-clothing\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# display COCO categories and supercategories\n",
    "cats = coco.loadCats(coco.getCatIds())\n",
    "nms=[cat['name'] for cat in cats]\n",
    "print('COCO categories: \\n{}\\n'.format(' '.join(nms)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Display 5 random files with all annotations \n",
    "imgIds = coco.getImgIds()\n",
    "imgs = coco.loadImgs(random.choices(imgIds, k=5))\n",
    "\n",
    "for x in imgs:\n",
    "    I = io.imread(os.path.join(images_folder, x['file_name']))\n",
    "    plt.axis('off')\n",
    "    plt.imshow(I)\n",
    "    annIds = coco.getAnnIds(imgIds=[x['id']])\n",
    "    anns = coco.loadAnns(annIds)\n",
    "    coco.showAnns(anns)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:pyvision]",
   "language": "python",
   "name": "conda-env-pyvision-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
